White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Full extent, all covariates (u and v become vel_mag), evaluated using continuous boyce index
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9528754 | 0.9283199 | 0.9969767 | 0.9729810 |
| bt | 0.9233227 | 0.9657814 | 0.9787303 | 0.8779872 |
| maxnet | 0.6597444 | 0.9750812 | 0.7811874 | 0.4295893 |
| gam | NA | 0.8494215 | NA | NA |
| glm | NA | 0.7063438 | NA | NA |
Variable Importance
